{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cinrad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Some calculations of data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = cinrad.io.CinradReader('Z_RADR_I_Z9200_20190421190600_O_DOR_SA_CAP.BIN.BZ2')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get list of reflectivity data in entire scan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\27455\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\cinrad-1.4-py3.7-win-amd64.egg\\cinrad\\io\\level2.py:302: UserWarning: Requested data range exceed max range in this tilt\n",
      "  warnings.warn('Requested data range exceed max range in this tilt')\n"
     ]
    }
   ],
   "source": [
    "rl = list(f.iter_tilt(230, 'REF'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate vertically integrated liquid (VIL)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "vil = cinrad.easycalc.quick_vil(rl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Datatype: VIL\n",
      "Station name: 广州\n",
      "Scan time: 2019-04-21 11:06:00.567000\n",
      "Elevation angle: 0\n",
      "Range: 230\n"
     ]
    }
   ],
   "source": [
    "print(vil)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualize it!\n",
    "\n",
    "Note: Due to some incompatibilities, the figure is not plotted correctly as it should be, to have a look at correctly plotted figures, please go to the `Gallery` section in README."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = cinrad.visualize.PPI(vil, dpi=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate echo tops (ET)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "et = cinrad.easycalc.quick_et(rl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = cinrad.visualize.PPI(et, dpi=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate composite reflectivity (CR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "cr = cinrad.easycalc.quick_cr(rl)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 450x450 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = cinrad.visualize.PPI(cr, dpi=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
